UQTk (V. 3.0) User Manual | Zendy

Khachik Sargsyan | Zendy; Cosmin Safta | Zendy; Kamaljit Chowdhary | Zendy; Sarah Castorena | Zendy; Sarah De Bord | Zendy; Bert Debusschere | Zendy

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UQTk (V. 3.0) User Manual

Author(s) -

Khachik Sargsyan,

Cosmin Safta,

Kamaljit Chowdhary,

Sarah Castorena,

Sarah De Bord,

Bert Debusschere

Publication year - 2016

Publication title -

osti oai (u.s. department of energy office of scientific and technical information)

Language(s) - English

Resource type - Reports

DOI - 10.2172/1562399

Subject(s) - computer science , inference , uncertainty quantification , sensitivity (control systems) , process (computing) , bayesian inference , bayesian probability , data mining , machine learning , artificial intelligence , programming language , engineering , electronic engineering

The UQToolkit (UQTk) is a collection of libraries and tools for the quantification of uncertainty in numerical model predictions. Version 3.1.0 offers intrusive and non-intrusive methods for propagating input uncertainties through computational models, tools for sensitivity analysis, methods for sparse surrogate construction, and Bayesian inference tools for inferring parameters from experimental data. This manual discusses the download and installation process for UQTk, provides pointers to the UQ methods used in the toolkit, and describes some of the examples provided with the toolkit.

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